A Private Information Retrieval (PIR) protocol allows a client to retrieve arbitrary elements from a database stored in a server without revealing to the server any information about the requested element. PIR is an important building block of many privacy-preserving protocols, and its efficient implementation is therefore of prime importance. Several concrete, practical PIR protocols have been proposed and implemented so far, particularly based on very low-depth somewhat homomorphic encryption. The main drawback of these protocols, however, is their large communication cost, especially in terms of the server's reply, which grows like O(dd root n) for an n-element database, where d is a parameter typically chosen as 2 or 3. In this paper, we describe an efficient PIR protocol called SHECS-PIR, based on deeper circuits and GSW-style homomorphic encryption. SHECS-PIR reduces the communication cost down to O(log n) removing all other factors apart from database size while maintaining a high level of efficiency. In fact, for large databases, we achieve faster server processing time in addition to more compact queries.